{"id":"W4407881144","doi":"10.1186/s40900-025-00679-2","title":"Improving ways of working with researchers with lived expertise (of homelessness)","year":2025,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regent Park Community Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Lived experience; Sociology; Psychology; Engineering ethics; Psychotherapist; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008635808,0.0005305959,0.001020808,0.001226795,0.00152308,0.0000360526,0.0007002638,0.0006704204,0.0002880083],"category_scores_gemma":[0.0001158301,0.0003801042,0.00008962973,0.0009485983,0.0006363313,0.0001256629,0.001028907,0.007503625,0.00001067422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009640898,"about_ca_system_score_gemma":0.00182237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00343609,"about_ca_topic_score_gemma":0.0005373855,"domain_scores_codex":[0.988703,0.003382514,0.00138004,0.0009598351,0.003325123,0.002249488],"domain_scores_gemma":[0.9943556,0.002526411,0.0007150279,0.001033934,0.001057715,0.0003112813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002762231,0.0006885053,0.06785824,0.1261622,0.00105811,0.0004313984,0.03345681,0.00001453544,0.0004061049,0.000798409,0.7351948,0.0311687],"study_design_scores_gemma":[0.006329876,0.006252119,0.0005901383,0.03927533,0.0001726653,5.748553e-7,0.05448481,0.0003829684,0.001882043,0.0003371253,0.889382,0.0009103678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3342985,0.0100468,0.003760894,0.5706695,0.001510921,0.04031416,0.0004203104,0.0003432561,0.03863571],"genre_scores_gemma":[0.4236493,0.008492664,0.007679178,0.5232348,0.004108448,0.01163154,0.003905314,0.0004924827,0.01680616],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1541872,"threshold_uncertainty_score":0.9998651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.728539207551587,"score_gpt":0.4739861976940241,"score_spread":0.2545530098575629,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}